Artificial Intelligence

Chapter 4

Mammographic Screening and Breast Cancer Management – Part 1

James Condon and Lyle Palmer

University of Adelaide

CONTENTS

4.1     Introduction

4.2     Breast Cancer

4.3     Mammography and Population Screening

4.4     Artificial Intelligence and Mammography

4.5     History of Computer-Aided Mammographic Screening

4.6     Deep Learning for Screening Mammography

4.6.1     Current State of the Art

4.6.2     Triage

4.6.3     Cancer Detection

4.6.4     Density and Cancer Risk

4.7     Challenges and Future Possibilities

4.8     Prognosis and Treatment Response

4.8.1     Differentiating Ductal Carcinoma In Situ and Invasive Breast Cancer

4.9     AI for Breast Cancer Care

4.10   Multi-Institutional Model Training

4.11   Interpretability